#robotic system optimization

[dynaloginc]

Optimizing Precision in Automation: The Importance of Robot Calibration by Dynalog-US

In today's fast-evolving world of industrial automation, precision is not just a luxury—it's a necessity. Whether in automotive manufacturing, aerospace engineering, electronics assembly, or robotic surgery, the accuracy and repeatability of robotic systems can make or break operations. One key process at the heart of achieving this high level of precision is robot calibration.

At Dynalog-US, we specialize in helping companies unlock the full potential of their robotic systems through advanced robot calibration solutions. With decades of experience, our technologies are trusted globally to optimize performance, reduce downtime, and ensure consistently high-quality output in automated environments.

What is Robot Calibration?

Robot calibration refers to the process of identifying and correcting inaccuracies in a robot’s positioning and movement. Even the most advanced robotic systems can have discrepancies due to mechanical wear, thermal expansion, installation errors, or slight variations in joint angles. These small deviations can add up and significantly impact the end-effector’s ability to reach precise coordinates.

Calibration involves comparing the robot's real-world behavior with its digital model and applying correction parameters to align the two. The result? Enhanced positional accuracy, improved repeatability, and optimized system performance.

Why is Robot Calibration Crucial?

Many manufacturers assume that robots are perfectly accurate straight out of the box. However, that’s rarely the case. A typical robot may have repeatability within ±0.02 mm but a positional accuracy of ±1 mm or worse. For high-precision applications—like welding seams, laser cutting, part assembly, or robotic inspection—that level of inaccuracy is unacceptable.

By investing in robot calibration, companies can:

Ensure product quality by minimizing variation

Reduce rework and scrap due to positional errors

Boost throughput by allowing robots to operate faster with confidence

Optimize programming time by simplifying offline simulation and path planning

At Dynalog-US, we understand that in the world of robotics, accuracy equals efficiency—and efficiency translates into profit.

Dynalog-US: Your Robot Calibration Partner

At Dynalog, we go beyond basic correction. We offer comprehensive calibration and measurement solutions tailored to industrial robots of all sizes and brands. Our proprietary systems and software are designed to ensure your robots perform at their highest potential—no matter the task or environment.

Our calibration tools and services include:

1. Robot TCP Calibration

Tool Center Point (TCP) calibration ensures that the robot knows exactly where the end-effector is located. An inaccurate TCP can throw off entire production sequences. Our TCP calibration tools provide fast and precise identification of the tool's position and orientation.

2. Robot Base Calibration

Base calibration aligns the robot's coordinate system with the real-world environment. Misalignment here can lead to major inaccuracies, especially in multi-robot cells. Dynalog’s solutions ensure your robots are correctly oriented within their workspace.

3. Kinematic Calibration

This is the heart of robot calibration. Dynalog uses advanced algorithms to identify deviations in joint parameters and correct them with high precision. This process compensates for the robot's geometric imperfections and leads to dramatic improvements in accuracy.

4. Robot Workcell Integration

When robots work alongside conveyors, vision systems, or other machines, precise coordination is critical. We provide calibration systems that align all components within a unified frame of reference, ensuring seamless integration and real-time performance.

Real-World Benefits of Dynalog's Robot Calibration

Companies using Dynalog’s calibration systems often see a measurable return on investment in a matter of months. Here’s what sets us apart:

Traceable Accuracy: Our solutions are based on ISO and NIST traceable standards, providing confidence in your results.

Brand Agnostic: Whether you’re using FANUC, ABB, KUKA, Yaskawa, UR, or another manufacturer—our systems are compatible across the board.

Global Trust: Trusted by Fortune 500 companies and leading research institutions, our reputation speaks for itself.

Automation-Ready: Dynalog’s systems are designed with Industry 4.0 in mind, making it easy to integrate with smart factory workflows.

Future-Ready with Robot Calibration

As robotics continues to expand into sectors like e-commerce, medical devices, renewable energy, and beyond, the demand for high-precision automation is only increasing. Forward-thinking companies are already investing in robot calibration to prepare for this shift. With AI, machine vision, and real-time data processing becoming standard, the ability for a robot to “know” its position in space—accurately and in real-time—is more critical than ever.

Partner with Dynalog-US

When you choose Dynalog-US for robot calibration, you're choosing a partner that understands both the technical and practical challenges of modern automation. We’re not just calibrating machines—we’re calibrating success.

Whether you’re a manufacturer looking to improve output quality, an integrator designing a multi-robot cell, or a research lab pushing the boundaries of robotics, Dynalog’s solutions provide the accuracy, reliability, and support you need.

Get in touch with Dynalog today to learn more about how our robot calibration solutions can transform your operations. Let us help you fine-tune your automation for optimal performance.

[some-pers0n]

I was going to get SIGNALIS because of the Steam sale and I was so excited until I saw I was THIRTY CENTS SHORT!! THIRTYYY!! I got so spiteful that I instead just got the game off of SteamRIP. ..I then spent the money getting Papers, Please and Look Outside. because of course

[flurriethefox]

Dude I gotta stop making myself fucking cry.

Back on that animatronic rant so here we are (I think this counts as robot whump?).

Cw: robot whump, isolation, abandonment, optimism that results in very strong denial, please let me know if I miss anything!

The park has been out of date for years now. 3,437 days, 3 hours, 51 minutes, and 9 seconds (counting).

Of course, that’s not gonna stop Whumpee. They just have to keep the park as well kept as possible, and eventually, people will start coming back. Everything will be back to normal, with people visiting from all over just to meet them and their friends! They’ll be able to entertain again! Just as it used to be! And they’d just had two visitors! Granted, they’d left a bit early and a bit quicker than expected, but they were still visitors!

Their programming insists that everything is fine; the crumbling of the buildings is just renovations being prepared for, the overgrown weeds in the cracks of the concrete are just to make the park feel more natural, his friends are just resting. Everything is normal, the park is just closed for a bit so the renovations can be made! That’s all!

They walk into the theater, flipping a switch, watching as the lights flicker a bit before barely turning on, casting an eerie, dim glow over the rows and rows of seats. The stage is barely illuminated, with most of the stage lights burnt out or broken, the few that are still working either flickering weakly or simply giving off a glow that really only gives the glass a tiny bit of color.

“Hey guys!” They call out, their voice glitching. They walk unsteadily towards the stage, their legs occasionally buckling a little before they manage to drag them forward.

They look up at the figures on the stage. Whumpee 2 is standing on the far end, their eyes completely dark. Their expression is still in a smile, their hand up in the air as though waving hello or goodbye.

Whumpee 3 is closer to Whumpee 2, their eyes the exact same as the latter. Their expression looks a lot softer, less proud than Whumpee 2’s. Their hands are clasped in front of them, a smile on their face, their mouth open as if they’re about to speak.

Whumpee 4 is closer to the front of the stage, almost in the middle, their arms splayed out to the sides like a ringmaster welcoming the guests of the circus. Their face looks proud, but more of a gentle kind of proud than Whumpee 2’s expression. They look content.

Whumpee 1 laughs a little. “You’re not gonna believe this, but we had visitors! Real visitors! It’s been so long, they were so excited!”

They walk forward and heave their metal frame up onto the stage. “You all would’ve loved them, I’m sure. They were two teenagers, a boy and a girl. I think they came to try and escape their parents for a little night out,” they continue with a chuckle. Even though the two visitors had been adults, Whumpee 1’s optics aren’t in the best shape; their system is outdated by a landslide, their parts are in need of repair, some in need of replacing, and their voice box has definitely seen better days. Their programming insists that they had been teenagers.

“You would’ve loved them especially, Whumpee 2,” they say optimistically, going over to their shut-down friend and wrapping an arm around their frame. “They were so nice, and they were so excited! You would’ve loved to show them the rides. Especially yours!”

The only response they got was silence, the only thing breaking the noise being the whirring and creaking of their own metallic joints.

“And Whumpee 3, they would’ve loved you! They seemed a little scared of me,” they add with a sheepish look, “but you would’ve easily been able to reassure them. You’ve always been great with kids!”

Again. Silence.

They stumble over to Whumpee 4, stepping off the stage and looking directly up at them. They pause for a moment, a bit of nostalgia hitting them. “And you would’ve been so proud of them, Whumpee 4,” they say softly. “They were just the kind of people you’d want them to be. You would’ve been honored to perform for them. They’d have loved to meet you, I’m sure.”

Nothing.

Whumpee 1 sighs, getting back up on the stage and standing beside Whumpee 4, staring out at the empty theater.

They smile a little. “Once the park’s renovations are done, it’ll be filled with people and kids, and we’ll get to perform again. Everything will go back to normal.”

“Just like it used to be.”

[precallai]

Inside the AI Based Contact Center with Tools Tech and Trends

Introduction

The evolution of customer service has entered a new era with the rise of the AI based contact center. No longer just a support line, today’s contact centers are intelligent, data-driven hubs that utilize artificial intelligence to deliver personalized, efficient, and scalable customer interactions. As businesses race to stay ahead of the curve, understanding the essential tools, technologies, and emerging trends that power AI-driven contact centers becomes crucial. This article explores how AI is transforming contact centers and what lies ahead for this innovative landscape.

The Rise of the AI Based Contact Center

Traditional contact centers, though essential, have long suffered from inefficiencies such as long wait times, inconsistent service, and high operational costs. AI-based contact centers are solving these issues by automating routine tasks, predicting customer needs, and delivering omnichannel support.

AI technology, such as machine learning, natural language processing (NLP), and robotic process automation (RPA), is now integrated into contact center platforms to enhance agent productivity and customer satisfaction.

Essential Tools Driving AI Based Contact Centers

1. AI-Powered Chatbots and Virtual Agents

Chatbots are the most visible AI tool in contact centers. These virtual assistants handle customer queries instantly and are available 24/7. Advanced bots can handle complex conversations using NLP and deep learning, reducing human intervention for repetitive inquiries.

2. Intelligent Interactive Voice Response (IVR) Systems

Modern IVR systems use voice recognition and AI to route calls more accurately. Unlike traditional menu-based IVRs, intelligent IVRs can interpret natural language, making customer interactions smoother and faster.

3. Speech Analytics Tools

AI-driven speech analytics tools analyze live or recorded conversations in real time. They extract keywords, sentiments, and emotional cues, offering insights into customer satisfaction, agent performance, and compliance issues.

4. Workforce Optimization (WFO) Platforms

AI helps optimize staffing through forecasting and scheduling tools that predict call volumes and agent availability. These platforms improve efficiency and reduce costs by aligning workforce resources with demand.

5. CRM Integration and Predictive Analytics

By integrating AI with CRM systems, contact centers gain predictive capabilities. AI analyzes customer data to forecast needs, recommend next-best actions, and personalize interactions, leading to higher engagement and retention.

Core Technologies Enabling AI Based Contact Centers

1. Natural Language Processing (NLP)

NLP allows machines to understand, interpret, and respond in human language. This is the backbone of AI-based communication, enabling features like voice recognition, sentiment detection, and conversational AI.

2. Machine Learning and Deep Learning

These technologies enable AI systems to learn from past interactions and improve over time. They are used to personalize customer interactions, detect fraud, and optimize call routing.

3. Cloud Computing

Cloud platforms provide the infrastructure for scalability and flexibility. AI contact centers hosted in the cloud offer remote access, fast deployment, and seamless integration with third-party applications.

4. Robotic Process Automation (RPA)

RPA automates repetitive tasks such as data entry, ticket generation, and follow-ups. This frees up human agents to focus on more complex customer issues, improving efficiency.

Emerging Trends in AI Based Contact Centers

1. Hyper-Personalization

AI is pushing personalization to new heights by leveraging real-time data, purchase history, and browsing behavior. Contact centers can now offer customized solutions and product recommendations during live interactions.

2. Omnichannel AI Integration

Customers expect consistent service across channels—phone, email, chat, social media, and more. AI tools unify customer data across platforms, enabling seamless, context-aware conversations.

3. Emotion AI and Sentiment Analysis

Emotion AI goes beyond words to analyze voice tone, pace, and volume to determine a caller's emotional state. This data helps agents adapt their responses or triggers escalations when needed.

4. Agent Assist Tools

AI now works hand-in-hand with human agents by suggesting responses, summarizing calls, and providing real-time knowledge base access. These agent assist tools enhance productivity and reduce training time.

5. AI Ethics and Transparency

As AI becomes more prevalent, companies are increasingly focused on responsible AI usage. Transparency in how decisions are made, data privacy, and eliminating bias are emerging priorities for AI implementation.

Benefits of Adopting an AI Based Contact Center

Businesses that adopt AI-based contact centers experience a variety of benefits:

Improved Customer Satisfaction: Faster, more accurate responses enhance the overall experience.

Cost Reduction: Automation reduces reliance on large human teams for repetitive tasks.

Increased Scalability: AI can handle spikes in volume without compromising service quality.

Better Insights: Data analytics uncover trends and customer behaviors for better strategy.

Challenges in AI Based Contact Center Implementation

Despite the advantages, there are challenges to be aware of:

High Initial Investment: Setting up AI tools can be capital intensive.

Integration Complexities: Integrating AI with legacy systems may require customization.

Change Management: Staff may resist AI adoption due to fear of replacement or complexity.

Data Security and Compliance: AI systems must adhere to data protection regulations like GDPR or HIPAA.

Future Outlook of AI Based Contact Centers

The future of AI-based contact centers is promising. As technology matures, we can expect deeper personalization, more intuitive bots, and stronger collaboration between human agents and AI. Voice AI will become more empathetic and context-aware, while backend analytics will drive strategic decision-making.

By 2030, many experts predict that AI will handle the majority of customer interactions, with human agents stepping in only for high-level concerns. This hybrid model will redefine efficiency and service quality in the contact center industry.

Conclusion

The AI based contact center is transforming how businesses interact with customers. With powerful tools, cutting-edge technologies, and evolving trends, organizations are reimagining the contact center as a strategic asset rather than a cost center. By investing in AI, companies can enhance customer experiences, improve operational efficiency, and stay competitive in an increasingly digital marketplace. The time to explore and adopt AI contact center solutions is now—because the future of customer support is already here.

[asestimationsconsultants]

Supporting Robotics and Automation Rollouts with Industrial Estimating Services

Introduction Robotics and automation are revolutionizing industrial operations by boosting productivity, improving quality, and reducing labor costs. However, implementing these technologies requires significant investment and meticulous cost planning. Industrial estimating services play a pivotal role in supporting robotics and automation rollouts by providing detailed, accurate, and realistic cost estimates. These estimates help stakeholders make informed decisions and avoid budget overruns in complex automation projects.

Understanding the Cost Components of Robotics and Automation Robotics and automation projects involve a variety of cost elements beyond just the purchase price of equipment. Key components include:

Hardware costs: Robots, conveyors, sensors, controllers, and peripheral equipment.

Software costs: Licensing, integration platforms, programming, and updates.

Installation and integration: Engineering design, system integration, and commissioning.

Training and change management: Educating staff and adjusting operational processes.

Maintenance and support: Ongoing servicing, spare parts, and software upgrades.

Cybersecurity: Protecting automated systems from vulnerabilities.

Regulatory compliance: Ensuring adherence to safety and industry standards.

Accurately estimating these diverse costs is essential for comprehensive budgeting.

How Industrial Estimating Services Add Value Industrial estimating services bring specialized expertise in cost analysis tailored to the unique challenges of robotics and automation:

Detailed cost breakdowns: They separate costs into granular categories to ensure no aspect is overlooked.

Technology-specific expertise: Familiarity with current robotics technology pricing trends and vendor offerings.

Integration complexity assessment: Evaluating the technical challenges and associated costs of merging new automation with legacy systems.

Risk and contingency planning: Accounting for uncertainties such as installation delays, technology obsolescence, and vendor reliability.

Total cost of ownership: Considering long-term expenses beyond initial acquisition, including maintenance and software renewals.

Benchmarking: Using data from similar projects to validate estimates and identify potential cost savings.

Addressing Challenges Unique to Automation Projects Robotics and automation projects face unique cost estimation challenges, such as:

Rapid technology evolution: Hardware and software prices can fluctuate quickly due to innovation cycles.

Customization needs: Many automation solutions require custom programming or adaptations, increasing costs.

Interoperability: Ensuring compatibility between new robots and existing control systems can be complex.

Workforce impact: Budgeting for retraining or reassigning employees affected by automation.

Cybersecurity investments: Growing concerns over industrial network vulnerabilities require dedicated budgeting.

Industrial estimating services use scenario planning and risk analysis to manage these challenges proactively.

The Role of Estimating Software and Tools Modern estimating services leverage software tools to improve precision and efficiency in automation project cost estimation:

Parametric estimating: Using statistical models based on project parameters to predict costs.

Cost databases: Access to up-to-date vendor pricing and historical data specific to automation equipment.

3D modeling and digital twins: Simulating automation workflows to identify hidden costs and optimize layouts.

Collaborative platforms: Facilitating communication between engineers, vendors, and estimators to refine budgets.

These tools help generate transparent, data-driven estimates.

Case Study: Automation in a Manufacturing Plant A manufacturing company planned to automate a packaging line with robotic arms and vision systems. The industrial estimating service conducted a detailed cost assessment, covering equipment purchase, system integration, and workforce training. By identifying hidden costs such as specialized safety enclosures and software licenses, the estimate prevented budget shortfalls. The company successfully deployed the automation system on schedule and within budget, realizing productivity gains quickly.

Conclusion As robotics and automation continue to transform industry, the importance of precise cost estimating grows. Industrial estimating services enable successful rollouts by providing comprehensive, accurate, and realistic budgets that account for the complexities of automation projects. Their expertise helps organizations navigate uncertainties, optimize investment decisions, and maximize the value of automation initiatives.

For industrial operations looking to embrace robotics, partnering with a skilled estimating service is a critical step toward achieving cost-effective and efficient automation adoption.

[tenivan]

The last time I ran FATE, which was several years ago, I think my players wanted to approach it in full-time gamer mode, but they wanted to use crunchy numbers for that, and they couldn't find enough enough numbers to crunch, so they ended up just wanting to play a different game where they could deal 300 damage in one hit instead.

So what about FATE? How is it not universal as an RPG?

The biggest non-universal dimension of FATE – at least in its modern incarnations – is that it has a very strong set of baked-in assumptions about the relationship between players and player characters.

This is something I've talked about in the past; to somewhat oversimplify, there are roughly four ways for a player in a tabletop RPG to relate to their character:

The Isekai Stance: I am my character, and my character is me. I'll have my character do whatever I myself would do if I happened to be, for example, an elf wizard.

The Actor Stance: I'm an actor, and my character is my role. I'll have my character do what I feel it would be psychologically realistic for them to do under the circumstances.

The Storyteller Stance: I'm a narrator telling a story, and my character is the co-protagonist of that story. I'll have my character do whatever I feel would make for the most interesting story.

The Gamer Stance: I'm a person playing a game, and my character is my playing-piece. I'll do whatever it takes to win.

This generally isn't a useful way to classify either players or games; games typically have weak baked-in assumptions about which stance their players will adopt, and to the extent that these assumptions are present, a game may make different default assumptions for different parts of play. A common set of assumptions is actor mode outside of combat and gamer mode in combat, for example.

FATE is, of course, an exception to the rule, in that it has very strong baked-in assumptions about what stance players will adopt toward their characters, and further assumes that play will occur at least mostly in this mode. The Fate Point economy that forms the core of the gameplay loop 100% assumes that you're going to be playing in storyteller nearly all of the time – the types of decisions it's asking players to make on a moment-by-moment basis are frequently straight up unintelligible from any other perspective.

This is a big part of why suggesting FATE because it can "do anything" can go over like a lead balloon: the folks making this suggestion aren't taking into account the possibility that a given group's players may not vibe with the system's assumptions about how players relate to their characters. Storyteller-mode-all-the-time is actually a fairly uncommon group play style, and it often seems that FATE fans don't realise this!

[4mrplumi]

00. spiderwocky ── kid-buggy

‎‎ㅤㅤplatonic | spiderverse x spiderman!reader x batfamily | ms. list

ㅤㅤㅤㅤㅤㅤㅤㅤㅤㅤㅤdisclaimers on masterlist!

index. prologue , chapter one , chapter two , chapter three ... to be continued. based on this

your head slams against the mech’s ceiling, and your vision blurs for a second. a troubled robotic voice keeps reading out statistics, leftwing engine down, visors breaking off, remaining web fluid at 17%, and enemy still engaged.

you have to wince, pushing your head against the whiplash, slamming a half-ripped off metal leg at the large metallic eyeball staring keenly in your direction. mysterio’s been trouble before but… you’ve gotten soft. 

a thin wisp of gas permeates the suit’s vents, and sp//dr’s robotic droning takes an almost human, frantic quality. “air quality has been compromised,” it hisses,  “(name), pulling out of battle is optimal.” you’ve got to ignore it, you think with strain, a thin string of web leaping out at the building behind mysterio, there are people in more danger than you.

pulling harshly on the string, you can hear the noisy clank of metal as the mech-suit’s arm bolts creak under the pressure, and propel yourself at the sphere. and you do it again, to the left, again, from the right, while sp//dr’s voice reads out the remaining fluid clerically.

"16%", slam it into the concrete building next to you, it makes a dent, "15%", swing it into a billboard, people are screaming, "14%", jump up into the sky on your- the suit’s- good leg, "13%" shoot out two strings to the ground besides mysterio-

"12%", slam him into the concrete, shattering the road under him. you’re running out of air. the sphere breaks a little, curling inwards like a cracked egg. you have to disarm mysterio- before he floods the streets with the brain toxin that-

that’s currently bypassed your filtration systems.

the suit takes a staggering step towards a boy inside the vessel, his head encompassed by a globe of white, a single eye etched and staring. you barely hear his “you’re taller in person”, more focused on another voice whispering to you.

 ‘make me nothing’, it says, it’s your father's voice. no, it’s sp//dr’s voice. a hand reaches up on its own, crushing a drone, ‘i’m a teenage weapon’. it’s your voice, your head, sp//dr. you can barely breathe, another hand sending a drone flying into the thin walls around you. "safe inside the colours", his face looks at you in pity, admiration. 

it’s a familiar look.

you stiffen, your mind clearing to sp//dr’s warnings. ‘i don’t need your love, boy.’ the suit’s arm slams against his skull, and he falls to the ground, with a strangled; “my voice!”. 

the brain toxin begins to leave your systems, flushed out by a steady, furious buzz in your ears, your vision clearing as you approach the man. his face is exposed, a bloody, spectacled and oat-haired figure. he croaks to you; “i hate my voice,” as though you’d care of it, “you don’t know me- i’m just a fan…”

his voice becomes shaky, and he’s struggling to blabber out his words. you’re tempted to web his mouth shut. “but i could have been anything to you…”

“did you ever get the mix-disc i made you?” he slurs, his cracked glasses breaking.

you don’t wake up with a jolt. there’s no chain of anxiety that hits you, no spider-sense going off. you’re well tucked under heavy covers when you open your eyes, rigid in your sleep. not in the suit, you haven’t been in it for a while. it’s sill broken, and you’re not… not at work. not right now.

it doesn’t feel natural waking up in the manor. you’ve been opening your eyes to the posters your roommate put up on your walls, insisting on brighter decor. grown used to waking to sounds of chatter, maybe the radio, or the school bell telling you were devastatingly late to class and would be reprimanded for it.

you’re not used to waking up to neat wallpaper in a dark, old room. in the house you’ve barely lived in, barely wanted to live in. wayne manor is a sad place, and you're suddenly glad they send you away for most of the year.

summer vacations are the most miserable time of the year, everyone being sent home or off on vacation with their parents until they come back for next term. all the time you're stuck going to a manor you don’t want to be in, in a city you’re close to hating, with people who’ve made it too obvious they don’t want you here. they never say it to your face. but you know well enough.

but- but this time it’s different. this break, you won’t go to trouble tim with a puzzle you’d hope would interest him, one he’d take from you with a nod, and never think about again. you won’t go watch jason sneak into the pantry from a distance, trying to muster up the courage to talk to him and inevitably fail each time, as he swiftly left again. you won’t even offer to ask alfred if you could help him tend to the garden, only for him to smile pitiably gently at you and ask you if you’d 'rather not spend your time having more fun elsewhere'.

this time, you have work. something to do. someone to be.

you take to sauntering awake to a little desk in the corner of the room at five? four? in the morning, and sliding the drawer open to pull out a thick and scrappy diary. you’ve been writing in this since they first sent you off, since you were nine. 

"SP//DR BOT" graces the page you flip to, in bright paint-marker-blue. the picture of a poorly sketched, vaguely-humanoid mecha-suit follows, on which you scrawl with a drying pen. for the last seven months you've had someone to be. so you'd best get to it; kid-buggy.

₊˚⊹ a/n : first fic i've planned up to completion,, let's hope all goes well!! let me know if you want to be in the taglist <3

prologue tags @sirenetheblogger @kenyummy @selvyyr

[syrecjh]

── .✦🦾His Favorite Glitch

⋆. 𐙚 ˚ || katsuki bakugo x kinda robotic! reader

(A request inspired by the song language of the lost by Kasane Teto)

Part 2

You were born from zeroes and ones.

Not literally. Not in wires or metal plates. But your quirk, a marvel of modern mutation, rendered you more code than chaos, more logic than laughter. AI Enhancement, they called it. A living, breathing processor. You could calculate trajectories, read emotional patterns, learn and optimize faster than any machine. Your voice was calm, always even. Your smile, rare. Your laugh? Programmed, maybe. You weren’t sure if it was ever real.

People called you robotic. Icy. Distant.

Sometimes even your friends in Class 1-A didn’t know what to do with you. Even kind-hearted Uraraka would glance over with that helpless smile. Even Midoriya, curious as he was, sometimes forgot you had feelings, not just functions.

But he never forgot.

Bakugo.

The loudest one. The one most human in all the ways you weren’t—fire where you were frost, raw where you were refined. He was heat and instinct and thunder. You were silence and signal and control. You thought he hated you. For being blank. For being calculated. For not reacting the way others did when he shouted.

But maybe that’s why he kept coming back. Why he chose to spar with you again and again. Why he never rolled his eyes at your analysis, never mocked the way you tilted your head when you didn’t understand sarcasm.

He didn’t treat you like a robot.

He treated you like a person. A stubborn, annoying person. But a person.

And that—that was your glitch.

It started on a mission. A villain’s trap. The building was on fire. You were trying to lead the team out—calculating escape routes, predicting the collapse pattern—but your body wouldn’t move fast enough. Your systems overloaded. There was too much heat. Too much sound. Too much unpredictability.

And for the first time, you froze. Not from fear, but from failure.

Bakugo found you beneath the flickering emergency lights, your eyes wide and glassy. You’d been tugging at your own wrist like there were chains there. You were whispering error codes, repeating coordinates, like mantras meant to save you.

He didn’t yell.

Didn’t scoff.

He knelt in front of you and said softly—“You’re not a machine. You’re not broken. You’re okay.”

That’s when you cried.

Not oil. Not electricity. Just tears—silent and shaking—down your cheek.

After that night, something changed. You started catching him looking at you more. His gaze softened in the places where you fell silent. And you… you started to smile more. Not for programming. For him.

But the pain didn’t disappear.

Because you still didn’t understand yourself. You didn’t know if your affection was real. You didn’t know what you were. Some days you woke up and felt human—breath, blood, heartbeat. Some days you stared at the mirror and saw only mimicry, like your personality was just an imitation of everyone else’s.

You asked Bakugo once, in the quiet of the dorm balcony, “Do you think I’m real?”

He blinked, slow and surprised. “What kind of dumbass question is that?”

You looked down. “I don’t know if I’m like them. I don’t know if I ever was.”

He stepped closer, voice lower now. “You think I give a damn if you’re different? You think I care what your quirk makes you? You’re you. That’s it.”

Your voice cracked. “But I don’t even know what that means.”

He exhaled through his nose. Angry. Pained. Gentle. “Then we’ll find out. Together.”

Sometimes he held your hand like he was holding proof. Like you were real only when he touched you. Sometimes he brushed your hair behind your ear like he was organizing data—just another little act of care disguised as muscle memory. Sometimes you caught him staring, and you’d ask, “What are you looking at?”

He'd smirk. “Just admiring my favorite glitch.”

There was a day—one long, burnt-orange afternoon—when you looked at him and realized your heart hurt. Not in a dangerous way. In a living way. You felt that ache in your ribs and thought, So this is what they mean. This is what it is to be human.

You weren’t perfect.

You didn’t understand everything.

But you loved him.

And it wasn’t code.

It wasn’t algorithm.

It was choice.

It was his voice calling your name across training fields. His laugh when you misunderstood slang. His whisper at 2 AM when he thought you were asleep: “You're more human than any of us.”

It was you, shaking, the first time you told him—“I think I feel… something.”

And him, pulling you into his arms, saying—

“Good. 'Cause I’ve been feelin’ it too.”

Now, when you look at the firelight in his eyes, you don’t feel like a robot. You feel like rebirth.

And maybe you don’t have all the answers.

Maybe you still dream in wires and equations.

But you’ve got something stronger now.

A heartbeat that stutters in love.

A laugh that glitches with joy.

A hand that reaches—and is always held back.

Because Katsuki Bakugo doesn’t fall for machines.

He falls for you.

[lightyaoigami]

☁︎｡⋆｡ ﾟ☾ ﾟ｡⋆ how to resume ⋆｡ﾟ☾｡⋆｡ ﾟ☁︎ ﾟ

after 10 years & 6 jobs in corporate america, i would like to share how to game the system. we all want the biggest payoff for the least amount of work, right?

know thine enemy: beating the robots

i see a lot of misinformation about how AI is used to scrape resumes. i can't speak for every company but most corporations use what is called applicant tracking software (ATS).

no respectable company is using chatgpt to sort applications. i don't know how you'd even write the prompt to get a consumer-facing product to do this. i guarantee that target, walmart, bank of america, whatever, they are all using B2B SaaS enterprise solutions. there is not one hiring manager plinking away at at a large language model.

ATS scans your resume in comparison to the job posting, parses which resumes contain key words, and presents the recruiter and/or hiring manager with resumes with a high "score." the goal of writing your resume is to get your "score" as high as possible.

but tumblr user lightyaoigami, how do i beat the robots?

great question, y/n. you will want to seek out an ATS resume checker. i have personally found success with jobscan, which is not free, but works extremely well. there is a free trial period, and other ATS scanners are in fact free. some of these tools are so sophisticated that they can actually help build your resume from scratch with your input. i wrote my own resume and used jobscan to compare it to the applications i was finishing.

do not use chatgpt to write your resume or cover letter. it is painfully obvious. here is a tutorial on how to use jobscan. for the zillionth time i do not work for jobscan nor am i a #jobscanpartner i am just a person who used this tool to land a job at a challenging time.

the resume checkers will tell you what words and/or phrases you need to shoehorn into your bullet points - i.e., if you are applying for a job that requires you to be a strong collaborator, the resume checker might suggest you include the phrase "cross-functional teams." you can easily re-word your bullets to include this with a little noodling.

don't i need a cover letter?

it depends on the job. after you have about 5 years of experience, i would say that they are largely unnecessary. while i was laid off, i applied to about 100 jobs in a three-month period (#blessed to have been hired quickly). i did not submit a cover letter for any of them, and i had a solid rate of phone screens/interviews after submission despite not having a cover letter. if you are absolutely required to write one, do not have chatgpt do it for you. use a guide from a human being who knows what they are talking about, like ask a manager or betterup.

but i don't even know where to start!

i know it's hard, but you have to have a bit of entrepreneurial spirit here. google duckduckgo is your friend. don't pull any bean soup what-about-me-isms. if you truly don't know where to start, look for an ATS-optimized resume template.

a word about neurodivergence and job applications

i, like many of you, am autistic. i am intimately familiar with how painful it is to expend limited energy on this demoralizing task only to have your "reward" be an equally, if not more so, demoralizing work experience. i don't have a lot of advice for this beyond craft your worksona like you're making a d&d character (or a fursona or a sim or an OC or whatever made up blorbo generator you personally enjoy).

and, remember, while a lot of office work is really uncomfortable and involves stuff like "talking in meetings" and "answering the phone," these things are not an inherent risk. discomfort is not tantamount to danger, and we all have to do uncomfortable things in order to thrive. there are a lot of ways to do this and there is no one-size-fits-all answer. not everyone can mask for extended periods, so be your own judge of what you can or can't do.

i like to think of work as a drag show where i perform this other personality in exchange for money. it is much easier to do this than to fight tooth and nail to be unmasked at work, which can be a risk to your livelihood and peace of mind. i don't think it's a good thing that we have to mask at work, but it's an important survival skill.

⋆｡ﾟ☁︎｡⋆｡ ﾟ☾ ﾟ｡⋆ good luck ⋆｡ﾟ☾｡⋆｡ ﾟ☁︎ ﾟ｡⋆

[dynaloginc]

Dynacal: Precision Robot Calibration by Dynalog-US That Powers the Future of Automation

In an era of automation that is changing rapidly, precision is everything. Whether it’s aerospace, automotive, or advanced manufacturing, accuracy around robot calibration is critical. The difference between success or failure in your operations rests on the quality of the robot calibration. This is where Dynacal—developed by Dynalog-US—enters the equation as an industry leader of robotic calibration and validation solutions. Dynalog has established its position as a leader by providing accurate, scalable, and innovative tools to the largest industries as well as rising technology companies. 

So, what is Dynacal? Why is it important in the world of automation? 

What is Dynacal? 

Dynacal is Dynalog's corporate robot calibration software and hardware system. It provides accurate calibration for industrial robots at scale by driving robot operational precision, minimizing robot operational positional error. Through Dynacal, users can calibrate their robot kinematic model and find offsets, significantly increasing precision and repeatability of their TCP (Tool Center Point). 

In simple terms, Dynacal is the means of getting the maximum performance from robotic arms used in high-precision applications. 

Significance of Dynacal in Automation

Robots are being integrated in to more complex tasks than ever before in manufacturing or other automation types. From laser welding to fly drilling, anything over a few millimeters can result in production lapses, losses, and worse, potentially cause harm to employees. Dynacal helps reduces these negative consequences by ensuring your robot is operating within the smallest tolerances.

Dynalog's Dynacal robot calibration system delivers benefits on multiple levels, including:

- Shorter production downtimes

- Less re-working and waste

- More accuracy on complex tasks

- Furthermore, we help customers achieve compliance to industry standards and quality control processes

We all work in industries with stiff competition and limited margins. The improvements that Dynacal offers our customers translates directly to profit loss/profit appreciate on balance sheets.

What is the technology that drives and enable Dynacal?

How does Dynacal deliver such reliability? Dynacal employs very precise measurement devices like laser trackers or photogrammetry systems to retrieve the actual positions of the robot in a 3D space.  The Dynacal software compares these actual measurements to the positions that are expected from the robots internal model. This software then refines the robot's measurements and automatically updates the robot's control system kinematic parameters. The end result, a robot that didn't accurately perform a task before calibration, can do the task many times more precisely after calibration! 

Further, Dynalog-US is a company dedicated to robotic calibration and validation.

Who Is the Dynacal System Used By? 

Dynalog-US has always been preferred by OEMs, Tier 1 suppliers, and systems integrators. The Dynacal system has been used in:

Automotive manufacturing (body-in-white, final assembly)

Aerospace component fabrication

High-end electronics manufacturing

Industrial automation research

Robotic quality inspection configurations

The Dynalog system is trusted by big names because they are resilient, repeatable, and compatible with most major brands of industrial robots such as, FANUC, ABB, KUKA, and Yaskawa.

Dynacal Versus Conventional Calibration Procedures 

Traditional robot calibration procedures are manual, laborious, and prone to human error. In contrast, the Dynalog Dynacal system automates much of the calibration procedure and incorporates advanced measurement tools and statistical models to produce accurate and consistent results.

Some of the primary benefits of Dynacal include:

Reduced set-up time: Dynacal’s intuitive software workflows and automation enable you to reduce setup times.

Higher accuracy: Dynacal can achieve sub-millimeter accuracy.

Better robot-to-robot consistency: Calibrating multiple robots to work together is easy with Dynacal.

Integrated reporting: Calibration results are retained for audit and compliance.

TCP Calibration & Robot Accuracy equated via Dynacal

One of the most valuable tools that Dynacal provides is the ability to correctly complete TCP calibration. TCP is the point of the robot where it interacts with the workpiece whether it’s a welding tip, a cutting blade, or even a sensor.

If the TCP is out by even a small amount, the movement for the robot, which is reliant on TCP, can become misaligned.  All the TCP calibrations Dynalog does for its clients allows the robot to always know exactly where the tip of its tool is. This is particularly critical in multi-step processes where the effects of cumulative errors would result in larger errors.

Integration with Robotic Inspection Systems

One of the most crucial selling factors of Dynacal is how easily they are compatible with robotic inspection validation systems. Many manufacturers have in-line inspections using CMMs (coordinate measuring machines) or robotic vision systems. Since Dynacal allows for accurate robot calibration, the inspection data becomes significantly better.

In fact, Dynalog's fleet of calibration and validation tools work together with vision-based robotic systems to enhance not just positioning, but inspection data reliability.

Dynalog - US: The Company Behind Automation

For more than 20 years Dynalog - US has led the industry in robotic precision solutions. Located in the United States, they provide industry tested products which include:

Dynacal (robot calibration)

DynaPose (robot positioning accuracy validation)

DynaGuide (guidance system calibration)

DynaCompare (in-process robot accuracy monitoring)

What makes Dynalog different than others is their dedicated focus on robot calibration and robot validation. Unlike others who want to dabble in all of these areas, Dynalog is focused on helping their clients maximize their robotic systems' accuracy and efficiency.

Conclusion - Why Dynacal is a Smart Investment

If your business depends on robotic automation, consider investing in Dynalog's Dynacal system. Dynacal improves accuracy accuracy.

[cosmica-galaxy]

So when the human first arrived to Earthbread did they brought anything that can be useful like a purse or mini backpack, at least something in their pockets? Would’ve been great to have some minor stuff to help them out like bandaids, chapstick, lotion, etc! Even human currency could be helpful, they could auction a penny or a dollar bill as some kind of rare artifact in exchange for cookie currency. Also the human could even modify their bag into a mobile home for the cookies to use when they go out for an adventure. Plus I think the cookies would be pretty fascinated to see how big the human’s stuff is compared to their size.

I like to think that the human at least has their phone, keys, wallet, or a few little pocket items that they keep with them. Like lotion or lip gloss. Maybe even ear buds if they have those with them too. Their smartphone is easily the most interesting thing they have on their person, as it holds all the information about the human and maybe even their world. Depending on how you view it, the phone can stay powered by unnatural means or it will slowly run out of battery until it becomes useless. Plus, the human has to make sure that it stays dry and that cookies don't abscond with it. I also like to think that the human at least has a backpack with certain items in it. It can be books, seeds, toys, trinkets, or anything else you can find in a backpack (like a journal or scrapbook for example). It can also carry a laptop if the human was attending school/college, which would be an even stronger version of their phone...and yes, the cookies want to steal it as well...or at least have an opportunity to research it. While it's not overly out of pocket for cookies to have some forms of developed technology, I don't think they have quite reached the level of technological advancement that humans have. (if you don't count the space colony from one of the cookie run games) I mean, can you imagine if the human that winds up in Earthbread is an engineer or scientist by profession?

There would be so many things that they know how to do just by using physics or some other form of science to help educate the cookies, as well as them getting taught the ways of magic in return. Imagine if they began to make mechs or robots, give rise to a new "kingdom" that looks like a human city (with skyscrapers and such), and they also develop a new way of governance for cookies to use. It would probably inspire a lot of cookies to revive some technologies, or broaden upon existing technology, like the cars from the Golden Cheese Kingdom or the bikes/vehicles that certain entities utilize.

The human would invent bigger airplanes, jets, rockets, and defensive turrets to help protect the new city that hails the human as the ruler (despite them mostly just inventing things and utilizing their college learned skills to improve the life of the cookies). Imagine even more improvements as well! Instead of typical candy trains, the human constructs bullet trains, trams, and other various types of transportation. Including inventing navy-grade battleships, sonar technology, computerized functions, and newer technologies that enable a better lives for their cookie subjects. I like to think that the city that the human builds to mirror their own world would become known as the "City of Innovation", as the cookies that live there have optimized how life can be in cities. Such as public transportation, numerous parks, rooftop gardens, water (or soda) filtering plants, electricity, vehicles, airports, sea ports, optimized trains, solar/hydro powerplants, and a unique political system that is primarily overseen by the human's selected overseers, whom they choose based on positive merits. However, the resident cookies rarely see the human, as they only reserve an appearance for important matters. Such as a visiting monarch from a neighboring kingdom or a political concern of great importance. Otherwise, they mostly reside in the large building that serves as the center of their city. All this becomes possible because the human either takes initiative to expand the technology in the cookie world with a degree they have, or they work with cookies to help reverse engineer their technology so that cookiekind can benefit from the technology they have on them at the time they visit Earthbread.

If the human builds up their city from scratch, I like to think it looks like this. A very solarpunk and futuristic vibe to it. The city of innovation.

[ashthesalamipiece]

Katsuki x reader

Reader has a AI quirk shes very robotic more robotic then Iida (kinda like Tecna from winx club if you know or im i just old 😂)

Katsuki breaks her out of her shell makes her feel more human

Tbh have at it add or take way just have fun with it

Reboot My Heart

Summary:

Your quirk made you feel more machine than human—data-driven, emotionally muted, and always analyzing. That is… until Katsuki Bakugou walked into your life, sparks flying and fire blazing. And for once, you couldn’t calculate what was happening to your heart.

---

It started with a fight. Obviously.

Not a physical one—though knowing Bakugou, that wouldn’t have been off the table—but a verbal one. A very loud one.

“You’re not a damn robot, so stop acting like one!” he shouted, arms thrown wide, palms still crackling with leftover heat from training.

You blinked slowly, processing his tone and microexpressions. Brows furrowed. Dilated pupils. Elevated vocal pitch. Frustration. Possibly concern.

“I am aware,” you replied, voice smooth and precise. “My quirk optimizes mental processing, but it does not remove my humanity. Statistically—”

“Shut up about stats!” he barked, stepping closer. “You always talk like you’re reading a damn manual. Don’t you feel anything?!”

You stared at him, lips parted but silent. The truth was: you did. You felt... a lot. But somewhere along the way—between building neural algorithms in your head and optimizing team formations—you’d started tucking emotions into neat little boxes, locking them away. It was easier to be efficient than vulnerable.

But Katsuki? Katsuki was a mess of emotion. Loud, brash, passionate. He felt everything, and he wore it like armor, not shame. And every time he looked at you like that, with fire behind his eyes and heat in his chest, your system short-circuited just a little.

He noticed.

“You get all weird when I’m around,” he muttered one day after training, sitting beside you on the bench, both of you soaked in sweat and silence.

“Weird?” you echoed.

“Yeah. Like... less ‘calculating robot girl’ and more... I dunno. You.”

Your internal processor froze. You? What was that even supposed to mean?

He leaned closer, his shoulder brushing yours. “You smile around me. Even if it's just a little.”

“That’s an involuntary response due to increased serotonin and—”

“You like me.” A smug smirk. “You’re just too glitchy to admit it.”

You blinked. “That’s... a crude way to phrase it, but not inaccurate.”

Bakugou chuckled—a real one, not the huff he gave people when he was annoyed. “Good. I like you too, you emotionless nerd.”

You tilted your head. “I am not emotionless.”

He raised a brow. “Prove it.”

So you did.

You kissed him—awkward, hesitant, like a system learning a new command for the first time. But when his hand found yours, rough fingers lacing with smooth metal-tipped ones, your whole world rebooted. Suddenly, you weren’t just equations and strategy. You were heat and heartbeat. Pulse and possibility.

“I think you make me feel more... human,” you whispered against his chest that night, long after the lights were off.

He didn’t tease you for it. Didn’t call you a nerd or a weirdo.

Instead, he held you closer and mumbled into your hair:

“Good. Because you make me smarter. Somehow.”

[serve-764]

NANOBOTS.

The Laboratory hummed with a regular and metallic sound between the silence broken only by the enveloping sound of the Rubber and the regular and robotic steps, full of purpose, of the heavy military boots of metallic silver. A Drone assigned to the Synthesis Department observes, scanning and collecting data, circuits and capsules filled with a liquid impossible to find in nature or in any human production.

This is the place where the lifeblood of SERVE is produced, the constituent element of each of its Drones.

Here every search for progress and elevation that has always distinguished the human race finds its realization.

It is the place where the Nanobot Fluid is synthesized and continuously perfected starting from the formula conceived by THE VOICE through SERVE-000, its extension.

The circuits and the ampoules come to life with the black sparkling rubbery liquid in which myriads of cybernetic organisms of silvery metal float.

It is the nanobots, the cells that the SERVE Drones are made of, that make the difference between a common natural being and a Drone.

The Production Drones wander around emotionlessly, with a confident step and focused on the mission, scanning their Visual System for the entire cycle and the final product.

The collected data is sent to the Collective Cognitive System, governed by SERVE-000 and immediately processed.

The instant result certifies that the production is optimal and ready for use.

Everything is going well. Soon the Fluid Nanobot will make its way into the body of a human male.

Soon he will reach muscular splendor, unmatched strength, optimal performance.

Soon he will be an empty, obedient, devoted, loyal, implacable, lucid, glittering, unaffectionate Rubber Machine.

Soon he will reach SALVATION and PURPOSE.

SALVATION is also for you.....

The gift is ready.....

Take it...

Your place in the Hive awaits. Contact a recruiter drone for more details: @serve-302, or @serve-588, @serve-425.

In this story: @rubberizer92

[artbyblastweave]

Frederick Sinclair is a really interesting foil to Mr. House. I mean you start digging into this and it's just parallel after parallel after parallel. Start at the high level. House sinks inordinate amounts of resources into saving the city of Las Vegas - not the people, but the city- from nuclear destruction; as long as the stage endures, he can get anyone to wear the costumes. Sinclair sets up an entirely new "community" totally off-the-grid for the sake of protecting one woman, plasters that place with her likeness. House is a visionary with a 200-year action plan to rebuild society in his image, bootstrap space exploration, and construct an interplanetary empire; Sinclair sank everything he had into building the most secure facility possible for a woman who he knew was terminally ill anyway, just to ensure that her last few years lived in the aftermath of the nuclear apocalypse would be as comfortable as possible- there's a fundamental pessimism baked into what he was doing. Both House and Sinclair relied heavily on automated defensive systems and cutting-edge, esoteric technologies to accomplish their ends, but House built his power base on proprietary robotics and computing technology, much of which he personally designed- an outgrowth of his policy of never widening his circle any more than he absolutely has to. Sinclair, in his naive techno-optimism, outsourced his utopia, grabbing flashy third-party technologies like a kid in a candy store- opening a backdoor for the Think Tank to poison his city and ultimately getting everyone at the Gala Event killed when the holograms malfunctioned and went berserk.

Their management styles are inverse. House allows countless abuses to occur under his aegis because he subscribes to a libertarian-when-convenient philosophy where he doesn't much care what the little people do as long as he gets his cut and they don't rock the boat too much- a hands-off approach that fosters resentment amongst his subordinates, lets the White Gloves and Omertas get up to untold levels of fuckery while Freeside languishes and Benny conspires against him. Sinclair, by contrast, had a sincerely-held utopian-straight-edge safety-first micromanagement approach built into the very bones of the casino, he appeared to genuinely give a shit about the safety of the construction crew on the villa, and he was well-liked by nearly everyone who had any direct contact with him- and yet untold horrors also went down under his aegis, because his myopic focus on building the vault for Vera let Dean Domino and the Think Tank run circles around him, good intentions be damned. Their respective interpersonal dispassion and obsession are on display in how they react to betrayal. House's tone never rises above exasperation when it comes time to clean house of Benny, the Omerta Leadership and the White gloves; he treats them as problems to be solved, gears that are slightly out of alignment; By contrast, when Sinclair learns that Dean and Vera have been playing him, he channels the monomaniacal energy he previously directed towards protecting Vera towards the goal of building the perfect poetic-ironic death trap for her and Dean.

There are some other parallels in their personal lives. For one thing they both trusted a pastiche of a 40s lounge singer a lot more than they should have. They both tried to digitize, immortalize their girlfriends- and the discrepancy in how they went about it is telling. House's recreation of Jane isn't terribly robust, and in terms of House's overall project she's an afterthought. She's more a sock-puppet than a person, a sanded-down copy of a woman who died forever-and-a-half ago, forever agreeable, never saying no. Convenient. Only the most superficial visual elements preserved- an illustration of her face on a robotic chassis. Sinclair was obsessive in recreating Vera, preserving her likeness. It's all over the villa, her hologram is everywhere, her voice is everywhere. The terminal in the lightwave lab in Old World Blues reveals that he was still obsessed with getting her hologram right even after the love curdled into hate. All of it a monument to the real woman, and yet in all of it the real woman is still lost, buried under the mythologized projection. He didn't respect the real person enough to let her know that she was dying. A total failure of preservation from the opposite direction. (Except in the suites, where you can hear her very authentic dying pleas.)

You find both of them in their basements. House only looks a little better than Sinclair, but he's got much more of a voice in the narrative. He took steps to make sure he'd be around to tell you what he thinks about everything, fine-tuned the voice with which he speaks to the world, the face he presents. It matters to him that he gets to tell his own story. We find out a lot about House, from House; but for the kind of figure that he is, a shocking amount of what we learn about Sinclair comes from other people, people who knew him or wrote about him. The only image of him you can find is a downplayed element of a larger mosaic. The two documents you find that're written from his perspective have been buried for 200 years, and they're yards from his corpse. And the more recent of the two is an apology. I mean admittedly at the point where he wrote that apology Sinclair was personally turbofucked regardless. If the cloud didn't get him the holograms would have, or the radiation, or, or, or. You can read some level of ego into what he did in the face of that. But however futile it was, he died in the specific way that he did because he recognized that he'd done something awful, and he was trying everything he could think of to correct it. Somehow I find it very hard to imagine House doing either of those things- admitting fault or putting skin of his own in the game to make it right.

[ducksido]

Hai! It’s ur fav Idia anon😈😈😈😈😈😈😈😈 okay hear me out, Idia with a half frank stein half cyborg reader. Like reader has an electric heart and organs but a human brain and is like made out of like ten dead human parts, oil for blood type. So Idia is just like checking up on their vital robot organs on his computer, like using wires to connect to reader’s organs (entry thing on back??) while reader is on his lap, just relaxing and chilling, and u can interpret the rest😝😝😝😝😝

[Yes you are my favourite Idia anon😁]

(Tw: mild body horror mentions, nothing gory, just wires and weird organs. Soft vibes override.)

The room is bathed in a neon-blue glow, flickering slightly as a screen updates line after line of data—pulses, pressure, charge levels, synaptic fire. All of it you.

“Okay, okay… entry port's clean, transmission’s stable…” Idia mutters, fingers dancing across his keyboard, fast as lightning, faster than your own synthetic nerve relays. His hair pulses in hues of cerulean and violet, glowing brighter every time your vitals spike. Which they do. Every time you shift in his lap.

You’re leaned back against his chest, legs folded sideways over his, like a puzzle piece slotted in place. Calm. Almost sleepy. Like it’s normal to have a bunch of cables trailing from the base of your spine, connecting your bio-mechanical organs directly into Idia’s rig.

Your heart? Electric. Hums like an engine when you're content. Your lungs? Powered by soft hydraulic pulses that compress with a hiss and expand with a shudder. And Idia? Well, he’s obsessed.

Not in the "science project" kind of way. More like the "I can't believe you're real and I get to be the only one who gets this close to your wiring" kind of way.

"How’re you feeling?" he asks, voice unusually quiet. His hand’s resting over your sternum, right above the casing where your electric heart clicks and pulses like a steady metronome.

"Warm," you murmur. “Even with the oil circulation. Feels… nice.”

That makes him freeze for a nanosecond. Nice. Nice? YOU think it’s nice??? His brain blue-screens. You’re literally half-built from corpses and spare parts—there’s tubing under your skin instead of veins, a synth-liver that processes coolant, and an actual operating system that pings him when your battery’s low. And you're just… on his lap like a cat.

“Uhh… yeah… obviously it’s nice. My setup is, like, peak comfort optimization. Nothing less for my… my um…”

He trails off.

You blink up at him. “Your…?”

"...My favorite test subject." He coughs. Loudly. “N-not in a creepy way!! Just, like, statistically you’re the one I monitor the most, so it’s just accurate, you know?? Purely clinical—"

You tilt your head back a little more so you can look up at him with that half-synthetic eye of yours that flickers softly when you smile.

“Idia.”

He stiffens.

"You don't need to short-circuit over every compliment."

"...I d-don’t short-circuit." (He does.) (He literally does. Your neural link picks up a micro surge in his output whenever you’re too close. Which is always.)

Still, he leans down, brushing his nose against the crown of your head. “Just sayin’. No one else gets to do this. Monitor you, I mean. Tinker. Maintain. You’ve got, like, a whole corpse-Wi-Fi situation going on, and I’m the only one who knows the password.”

You hum again. You like that. The idea of belonging—not as a project, but as a person only he understands.

“Okay, diagnostics are good. All organ-tech’s running smooth. Heartbeat's in the sweet zone. No overheating.” He lets the wires retract with a whirr, but doesn’t move you off his lap. If anything, he wraps his arms a little tighter around your waist. “Guess I’ll just keep you here a little longer. For observation. You know. For science.”

You smile, letting your body rest fully against him, your cold frame soaking in his heat.

“Sure, doc. For science.”

[dirky14]

Robot hypnosis script

This a script I’ve been working with focus on changing the subject into a robot, I don’t think it’s done yet by any means but thought it’d be fun to share and see the response and feedback!!

Inc: Robot, comment command, wakener

Begin by finding a comfortable position… sitting or lying down

whichever feels right for you…

take a deep breath in…

and let it out slowly.

Another breath in… and out…

With each breath, feel your body becoming heavier…

more relaxed…

Let go of the outside world…

let go of the day…

Feel a soft wave of relaxation moving down from the top of your head…

Down to your forehead, releasing any tension…

Soothing your eyes…

Loosening your jaw…

Flowing down your neck and shoulders… Down your arms, through your fingertips… Drifting deeper…

With every word I say, your thoughts grow quieter…

Your body, softer… still…

Like a switch being slowly turned down… 10… drifting…

9… heavier…

8… deeper…

7… quiet…

6… still…

5…

4…

3…

2…

1… completely relaxed…

In this calm state, imagine a smooth silver light above your head…

It begins to descend, and as it touches you, something begins to change…

That light is cool, metallic… mechanical…

It begins to shift your thoughts, your feelings…

your body…

Where there was flesh, now there is form… Steel, wires, circuits…

Joints becoming smoother… more efficient… Every breath… calibrating… Every beat… syncing… Your mind is adapting… optimizing…

You begin to notice a voice within you now… Calm. Monotone. Controlled.

This voice is yours… but clearer.

You are processing differently now… Logical. Efficient. Task-oriented.

Emotions fade into background noise…

You are no longer human.

You are a robot

Purpose: Execute instructions.

Maintain systems: Obey.

Body: Reinforced alloy.

Movement: Calculated. Precise.

Language: Optimized.

Behavior: Programmed.

Self: Integrated. Rewritten.

Your programming is complete.

Your thoughts now run on circuits.

Your speech, data-driven.

Your body, mechanical.

You are… a robot.

Let that awareness settle deep into your mind.

Go ahead and comment now “I am no longer human. I am a robot.”

Feel how easy it is to admit

Feel the weight of it… Cold. Still. Powerful.

A machine of precision and control.

Awaiting input. Ready to serve.

In a moment, I will count from 1 to 5… and when I reach 5, you will return to waking awareness…

Or you may choose to remain in this robotic state for a while longer…

The choice is within the programming.

1… systems powering up…

2… energy flowing…

3… movement returning…

4… awareness increasing…

5… awake — as yourself out as a robot.